# ipython-data-notebooks IPython Notebooks geared towards Python data analysis (core Python, NumPy, pandas, matplotlib, SciPy, scikit-learn, command line). ## python-core IPython Notebooks demonstrating core Python functionality geared towards data analysis. * [data structures](http://nbviewer.ipython.org/github/donnemartin/ipython-data-notebooks/blob/master/python-core/structs.ipynb) * [data structure utilities](http://nbviewer.ipython.org/github/donnemartin/ipython-data-notebooks/blob/master/python-core/structs_utils.ipynb) * [functions](http://nbviewer.ipython.org/github/donnemartin/ipython-data-notebooks/blob/master/python-core/functions.ipynb) * [datetime](http://nbviewer.ipython.org/github/donnemartin/ipython-data-notebooks/blob/master/python-core/datetime.ipynb) * [unit tests](http://nbviewer.ipython.org/github/donnemartin/ipython-data-notebooks/blob/master/python-core/unit_tests.ipynb) ## pandas IPython Notebooks demonstrating pandas functionality. * [pandas](http://nbviewer.ipython.org/github/donnemartin/ipython-data-notebooks/blob/master/pandas/pandas.ipynb) * [pandas io](http://nbviewer.ipython.org/github/donnemartin/ipython-data-notebooks/blob/master/pandas/pandas_io.ipynb) * [pandas cleaning](http://nbviewer.ipython.org/github/donnemartin/ipython-data-notebooks/blob/master/pandas/pandas_clean.ipynb) ## spark IPython Notebooks demonstrating spark and HDFS functionality. * [hdfs](http://nbviewer.ipython.org/github/donnemartin/ipython-data-notebooks/blob/master/spark/hdfs.ipynb) ## commands IPython Notebooks demonstrating various command lines for AWS, Unix, etc. * [aws commands](http://nbviewer.ipython.org/github/donnemartin/ipython-data-notebooks/blob/master/commands/aws.ipynb) * [linux commands](http://nbviewer.ipython.org/github/donnemartin/ipython-data-notebooks/blob/master/commands/linux.ipynb) * [jekyll commands](http://nbviewer.ipython.org/github/donnemartin/ipython-data-notebooks/blob/master/commands/jekyll.ipynb) ## matplotlib [Coming Soon] IPython Notebooks demonstrating matplotlib functionality. ## scikit-learn [Coming Soon] IPython Notebooks demonstrating scikit-learn functionality. ## scipy [Coming Soon] IPython Notebooks demonstrating SciPy functionality. ## numpy [Coming Soon] IPython Notebooks demonstrating NumPy functionality. ## References * [Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython](http://www.amazon.com/Python-Data-Analysis-Wrangling-IPython/dp/1449319793) * [Building Machine Learning Systems with Python](http://www.amazon.com/Building-Machine-Learning-Systems-Python/dp/1782161406) * [Think Bayes](http://www.amazon.com/Think-Bayes-Allen-B-Downey/dp/1449370780) * [Think Stats](http://www.amazon.com/Think-Stats-Allen-B-Downey/dp/1449307116) ##License Copyright 2014 Donne Martin Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.